{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# python notebook for Make Your Own Neural Network\n",
    "# code for a 3-layer neural network, and code for learning the MNIST dataset\n",
    "# (c) Tariq Rashid, 2016\n",
    "# license is GPLv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# helper to load data from PNG image files\n",
    "import imageio\n",
    "# glob helps select multiple files using patterns\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "# library for plotting arrays\n",
    "import matplotlib.pyplot\n",
    "# ensure the plots are inside this notebook, not an external window\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# our own image test data set\n",
    "our_own_dataset = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading ...  my_own_images/2828_my_own_6.png\n",
      "0.01\n",
      "1.0\n",
      "[6.         0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.15364707 0.06047059 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.19635296 0.59235299\n",
      " 0.22741178 0.06435294 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       1.         0.45647058 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.60788238 0.59623533 0.18082353 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.47588235 0.98835295 0.08764706\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.56129414 1.         0.06435294 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.09929412 0.63117647 0.35164705\n",
      " 0.05270588 0.01388235 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.7437647  0.65058827 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.75929415\n",
      " 0.57294118 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.05270588 0.13035294 0.7437647  0.67388237 0.79811764\n",
      " 0.98835295 0.60788238 0.38658825 0.04882353 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.02941176 0.18858825 0.2507059\n",
      " 0.22352943 1.         0.88352942 0.65058827 0.58847064 0.42152941\n",
      " 0.86023527 0.65447062 0.02552941 0.13811766 0.04882353 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.04105882 0.1847059  0.06435294 0.39047059 0.96894115\n",
      " 0.04494118 0.01       0.01       0.01       0.43317646 0.95341176\n",
      " 0.1264706  0.15364707 0.04882353 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.61176473 0.60400003 0.01       0.01\n",
      " 0.01       0.01       0.01       0.57682353 0.71270591 0.04105882\n",
      " 0.04882353 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.32447058\n",
      " 0.78258824 0.11094118 0.01       0.01       0.01       0.01\n",
      " 0.05270588 0.1847059  0.89129412 0.42541176 0.09541176 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.58847064 0.96894115 0.01\n",
      " 0.01       0.01       0.01       0.01       0.02164706 0.01\n",
      " 0.84082353 0.41376472 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.49141178 0.4875294  0.02552941 0.01       0.01\n",
      " 0.01       0.01       0.01776471 0.11482353 0.46423531 0.83305883\n",
      " 0.11870588 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.05270588 0.87964708\n",
      " 0.50305885 0.01       0.01       0.01       0.01       0.01\n",
      " 0.07211765 0.18858825 0.01       0.5069412  0.93011767 0.10317647\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.03717647 0.58070588 0.77482355 0.02164706\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.09152941 0.7437647  0.08376471 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01388235 0.05270588 0.67388237 0.23129413 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.70105886\n",
      " 0.12258823 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.07600001\n",
      " 0.84082353 0.53023529 0.38658825 0.3827059  0.32835296 0.31282353\n",
      " 0.28952941 0.30894119 0.86411768 1.         0.25847059 0.05658824\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.02941176 0.48364705 0.64670593\n",
      " 0.70105886 0.77870589 0.7515294  0.80199999 0.7709412  0.72435296\n",
      " 0.7282353  0.35552943 0.22352943 0.06047059 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.09929412 0.13811766 0.04105882 0.01       0.01\n",
      " 0.01       0.08376471 0.01388235 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.03329412\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01      ]\n",
      "loading ...  my_own_images/2828_my_own_5.png\n",
      "0.01\n",
      "0.86800003\n",
      "[5.         0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
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      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.02164706 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.05658824 0.59623533 0.59623533 0.62729412 0.62341177\n",
      " 0.60400003 0.61564708 0.61952943 0.62341177 0.61952943 0.60011768\n",
      " 0.59623533 0.07988235 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.06823529\n",
      " 0.81364709 0.34       0.22741178 0.18858825 0.13811766 0.17305884\n",
      " 0.18858825 0.1924706  0.28176472 0.31670588 0.30894119 0.04882353\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.54964709 0.35941178\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.48364705 0.53023529 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.44870588 0.53800005 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.47588235 0.49529412\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.52635294 0.58847064 0.44094118 0.63505882\n",
      " 0.63505882 0.61564708 0.61952943 0.65058827 0.15364707 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.5069412  0.77870589 0.52247059 0.42541176 0.28564706 0.16917649\n",
      " 0.1847059  0.50305885 0.82917649 0.51082355 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.07211765 0.02552941\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.14976472 0.77482355 0.736      0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.69329411 0.60011768 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.736\n",
      " 0.18858825 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.52247059 0.44094118 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.76705885 0.24682353 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.35552943\n",
      " 0.49141178 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.10317647 0.82917649 0.51858824\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.18082353 0.86800003 0.44482353\n",
      " 0.01       0.01       0.01       0.09541176 0.22741178 0.44870588\n",
      " 0.58847064 0.7282353  0.5147059  0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.13423531 0.76705885 0.67000002 0.61176473\n",
      " 0.68552941 0.67388237 0.62341177 0.52247059 0.39047059 0.13035294\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.33223531 0.35552943 0.25847059 0.09541176\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
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      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
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      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
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      " 0.01       0.01       0.01       0.01       0.01      ]\n",
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      "0.93011767\n",
      "[4.         0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
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      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.23905884 0.15364707 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
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      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.12258823 0.81752944 0.1847059  0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.49529412 0.57682353\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.06823529 0.72435296 0.16529413 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.44482353\n",
      " 0.69329411 0.01       0.01       0.01       0.01       0.04882353\n",
      " 0.06435294 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.7437647  0.30894119 0.01\n",
      " 0.01       0.01       0.01       0.11482353 0.42152941 0.05270588\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.40211764 0.69717646 0.01       0.01       0.01       0.01\n",
      " 0.01       0.1924706  0.73988235 0.06823529 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.09929412 0.83694118 0.25847059\n",
      " 0.01       0.01       0.01       0.01       0.01       0.30117649\n",
      " 0.7631765  0.01776471 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.51082355 0.68552941 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.44094118 0.69329411 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.10317647 0.78647059\n",
      " 0.15364707 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.61564708 0.58847064 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.60788238 0.5069412  0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.61564708\n",
      " 0.50305885 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.1847059\n",
      " 0.71658826 0.01       0.01       0.01       0.01       0.01\n",
      " 0.02941176 0.01       0.01388235 0.64670593 0.472      0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.06435294 0.84858823 0.93011767 0.56129414\n",
      " 0.63894117 0.65447062 0.64670593 0.67000002 0.68164706 0.67000002\n",
      " 0.65835297 0.91070586 0.7631765  0.51858824 0.52247059 0.43317646\n",
      " 0.3477647  0.24682353 0.10705882 0.04105882 0.02552941 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.14976472 0.67388237 0.59623533 0.68941176 0.70494121 0.64282358\n",
      " 0.66223532 0.66611767 0.62729412 0.61952943 0.69329411 0.91458821\n",
      " 0.87576473 0.70494121 0.74764705 0.80976474 0.7631765  0.82141179\n",
      " 0.7437647  0.3477647  0.24294119 0.04882353 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.02941176 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.02164706\n",
      " 0.01       0.01       0.08764706 0.80588233 0.40211764 0.01\n",
      " 0.01       0.01       0.01       0.03717647 0.16141178 0.09541176\n",
      " 0.06435294 0.02941176 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.08764706 0.83305883 0.3827059  0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.04105882 0.81364709\n",
      " 0.43317646 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.85247058 0.4875294  0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01388235 0.77482355 0.54576474 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.32835296\n",
      " 0.56905884 0.01388235 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.02164706 0.22352943 0.02552941\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01      ]\n",
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      "0.01\n",
      "1.0\n",
      "[2.         0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.07211765 0.52247059\n",
      " 0.71658826 0.61952943 0.29729411 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.27400002 0.79423529 0.79423529 0.84470588 1.\n",
      " 1.         0.59623533 0.01776471 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.23905884 0.70494121\n",
      " 0.32835296 0.01       0.01       0.18858825 0.92235297 1.\n",
      " 0.35552943 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.34388235 0.28952941 0.01       0.01\n",
      " 0.01       0.01       0.50305885 1.         0.61176473 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.37105882 1.         0.61564708 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.43705884 1.\n",
      " 0.42152941 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.68941176 0.86800003 0.09152941 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.21964706\n",
      " 0.88741177 0.37494117 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01388235 0.68941176 0.55741179 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.46811765 0.63505882 0.02941176 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.36329412 0.68164706 0.09541176\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.27011764 0.69329411 0.12258823 0.01       0.01       0.01\n",
      " 0.01       0.15752943 0.01776471 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.24294119 0.81364709 0.32447058\n",
      " 0.01       0.01388235 0.02941176 0.14588237 0.64670593 0.4875294\n",
      " 0.01388235 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.04882353\n",
      " 0.46423531 1.         1.         1.         1.         1.\n",
      " 1.         1.         1.         0.1847059  0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.08376471 0.46811765 0.5069412\n",
      " 0.44482353 0.51082355 0.53023529 0.53023529 0.53023529 0.5069412\n",
      " 0.29341176 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01      ]\n",
      "loading ...  my_own_images/2828_my_own_3.png\n",
      "0.01\n",
      "1.0\n",
      "[3.         0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.03329412\n",
      " 0.12258823 0.01       0.44870588 0.61176473 0.56129414 0.23129413\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.27400002 0.60400003 0.80588233 0.46035293 0.01\n",
      " 0.32058823 0.48364705 0.56905884 0.72435296 0.64282358 0.07600001\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.26235294\n",
      " 0.5147059  0.23517647 0.02552941 0.01       0.01       0.01\n",
      " 0.01       0.01       0.81752944 0.5147059  0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.21964706 0.08764706 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.62341177\n",
      " 0.49529412 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.7515294  0.38658825 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.58847064 0.736      0.02164706 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.08376471 0.41764706 0.61952943 0.24682353 0.24294119 0.04882353\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.54576474 0.96117646\n",
      " 1.         0.57682353 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.07600001 0.05270588 0.22352943 0.81364709\n",
      " 0.59235299 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.05270588 0.37882352 0.32835296\n",
      " 0.08376471 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.82141179 0.472      0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.35164705 0.55352944 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.05270588\n",
      " 0.23517647 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.34       0.76705885 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.18082353 0.08764706 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.02941176 0.87964708 0.5418824  0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.41764706 0.87964708 0.02552941 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.13423531 0.42152941\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.53800005 0.79811764 0.11870588 0.01       0.01       0.08764706\n",
      " 0.31282353 0.82917649 0.27788237 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.53023529\n",
      " 0.26235294 0.16917649 0.70494121 0.78258824 0.7282353  0.37105882\n",
      " 0.02164706 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.13035294\n",
      " 0.31282353 0.14588237 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01      ]\n"
     ]
    }
   ],
   "source": [
    "for image_file_name in glob.glob('my_own_images/2828_my_own_?.png'):\n",
    "    print (\"loading ... \", image_file_name)\n",
    "    # use the filename to set the correct label\n",
    "    label = int(image_file_name[-5:-4])\n",
    "    # load image data from png files into an array\n",
    "    img_array = imageio.imread(image_file_name, as_gray=True)\n",
    "    # reshape from 28x28 to list of 784 values, invert values\n",
    "    img_data  = 255.0 - img_array.reshape(784)\n",
    "    # then scale data to range from 0.01 to 1.0\n",
    "    img_data = (img_data / 255.0 * 0.99) + 0.01\n",
    "    print(numpy.min(img_data))\n",
    "    print(numpy.max(img_data))\n",
    "    # append label and image data  to test data set\n",
    "    record = numpy.append(label,img_data)\n",
    "    print(record)\n",
    "    our_own_dataset.append(record)\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d6df82518>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R8EvXv8zcfOY9dpN7u0nSm5Lek3Q6W7xOw++vS3vuEn0tVQnPG2f4AUFxhh8QFOEHgiL8QFCEHwiK8ANBEX4gKMIPBEX4gaD+H5q47v0gEe+oAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.pyplot.imshow(our_own_dataset[3][1:].reshape(28,28), cmap='Greys', interpolation='None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6.         0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.15364707 0.06047059 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.19635296 0.59235299\n",
      " 0.22741178 0.06435294 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       1.         0.45647058 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.60788238 0.59623533 0.18082353 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.47588235 0.98835295 0.08764706\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.56129414 1.         0.06435294 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.09929412 0.63117647 0.35164705\n",
      " 0.05270588 0.01388235 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.7437647  0.65058827 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.75929415\n",
      " 0.57294118 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.05270588 0.13035294 0.7437647  0.67388237 0.79811764\n",
      " 0.98835295 0.60788238 0.38658825 0.04882353 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.02941176 0.18858825 0.2507059\n",
      " 0.22352943 1.         0.88352942 0.65058827 0.58847064 0.42152941\n",
      " 0.86023527 0.65447062 0.02552941 0.13811766 0.04882353 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.04105882 0.1847059  0.06435294 0.39047059 0.96894115\n",
      " 0.04494118 0.01       0.01       0.01       0.43317646 0.95341176\n",
      " 0.1264706  0.15364707 0.04882353 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.61176473 0.60400003 0.01       0.01\n",
      " 0.01       0.01       0.01       0.57682353 0.71270591 0.04105882\n",
      " 0.04882353 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.32447058\n",
      " 0.78258824 0.11094118 0.01       0.01       0.01       0.01\n",
      " 0.05270588 0.1847059  0.89129412 0.42541176 0.09541176 0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.58847064 0.96894115 0.01\n",
      " 0.01       0.01       0.01       0.01       0.02164706 0.01\n",
      " 0.84082353 0.41376472 0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.49141178 0.4875294  0.02552941 0.01       0.01\n",
      " 0.01       0.01       0.01776471 0.11482353 0.46423531 0.83305883\n",
      " 0.11870588 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.05270588 0.87964708\n",
      " 0.50305885 0.01       0.01       0.01       0.01       0.01\n",
      " 0.07211765 0.18858825 0.01       0.5069412  0.93011767 0.10317647\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.03717647 0.58070588 0.77482355 0.02164706\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.09152941 0.7437647  0.08376471 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01388235 0.05270588 0.67388237 0.23129413 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.70105886\n",
      " 0.12258823 0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.07600001\n",
      " 0.84082353 0.53023529 0.38658825 0.3827059  0.32835296 0.31282353\n",
      " 0.28952941 0.30894119 0.86411768 1.         0.25847059 0.05658824\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.02941176 0.48364705 0.64670593\n",
      " 0.70105886 0.77870589 0.7515294  0.80199999 0.7709412  0.72435296\n",
      " 0.7282353  0.35552943 0.22352943 0.06047059 0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.09929412 0.13811766 0.04105882 0.01       0.01\n",
      " 0.01       0.08376471 0.01388235 0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.03329412\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01       0.01\n",
      " 0.01       0.01       0.01       0.01       0.01      ]\n"
     ]
    }
   ],
   "source": [
    "print(our_own_dataset[0])"
   ]
  },
  {
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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